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cs.LG2026
Uncertainty-Aware Probabilistic Constrained Clustering from Entangled Pairwise Supervision
Shaojie Zhang, Ke Chen
Pairwise constrained clustering typically relies on hard must-link/cannot-link labels, whereas realistic pairwise supervision may be real-valued and entangle intrinsic ambiguity, e…
cs.LG2025
Angular Constraint Embedding via SpherePair Loss for Constrained Clustering
Shaojie Zhang, Ke Chen
Constrained clustering integrates domain knowledge through pairwise constraints. However, existing deep constrained clustering (DCC) methods are either limited by anchors inherent…